Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	33
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.6 KiB
Average record size in memory	203.9 B

Variable types

Numeric	23
Categorical	2

Alerts

`Año` is highly overall correlated with `Accesos por cada 100 hogares` and 20 other fields	High correlation
`Accesos por cada 100 hogares` is highly overall correlated with `Año` and 20 other fields	High correlation
`Accesos por cada 100 hab` is highly overall correlated with `Año` and 20 other fields	High correlation
`Banda ancha fija` is highly overall correlated with `Año` and 20 other fields	High correlation
`Dial up` is highly overall correlated with `Año` and 17 other fields	High correlation
`Total_BA` is highly overall correlated with `Año` and 20 other fields	High correlation
`ADSL` is highly overall correlated with `Año` and 20 other fields	High correlation
`Cablemodem` is highly overall correlated with `Año` and 20 other fields	High correlation
`Fibra óptica` is highly overall correlated with `Año` and 20 other fields	High correlation
`Wireless` is highly overall correlated with `Año` and 20 other fields	High correlation
`Otros_tecno` is highly overall correlated with `Año` and 18 other fields	High correlation
`Total_tecno` is highly overall correlated with `Año` and 20 other fields	High correlation
`Mbps (Media de bajada)` is highly overall correlated with `Año` and 20 other fields	High correlation
`Hasta 512 kbps` is highly overall correlated with `Otros_tecno` and 1 other fields	High correlation
`Entre 512 Kbps y 1 Mbps` is highly overall correlated with `Año` and 20 other fields	High correlation
`Entre 1 Mbps y 6 Mbps` is highly overall correlated with `Año` and 20 other fields	High correlation
`Entre 6 Mbps y 10 Mbps` is highly overall correlated with `Año` and 19 other fields	High correlation
`Entre 10 Mbps y 20 Mbps` is highly overall correlated with `Entre 20 Mbps y 30 Mbps` and 1 other fields	High correlation
`Entre 20 Mbps y 30 Mbps` is highly overall correlated with `Año` and 19 other fields	High correlation
`Más de 30 Mbps` is highly overall correlated with `Año` and 20 other fields	High correlation
`Otros_velo_rango` is highly overall correlated with `Año` and 19 other fields	High correlation
`Total_velo_rango` is highly overall correlated with `Año` and 20 other fields	High correlation
`Ingresos (miles de pesos)` is highly overall correlated with `Año` and 20 other fields	High correlation
`Trimestre` is highly overall correlated with `Periodo`	High correlation
`Periodo` is highly overall correlated with `Año` and 23 other fields	High correlation
`Periodo` is uniformly distributed	Uniform
`Periodo` has unique values	Unique
`Accesos por cada 100 hogares` has unique values	Unique
`Accesos por cada 100 hab` has unique values	Unique
`Banda ancha fija` has unique values	Unique
`Total_BA` has unique values	Unique
`ADSL` has unique values	Unique
`Cablemodem` has unique values	Unique
`Fibra óptica` has unique values	Unique
`Wireless` has unique values	Unique
`Otros_tecno` has unique values	Unique
`Total_tecno` has unique values	Unique
`Mbps (Media de bajada)` has unique values	Unique
`Entre 512 Kbps y 1 Mbps` has unique values	Unique
`Entre 1 Mbps y 6 Mbps` has unique values	Unique
`Entre 6 Mbps y 10 Mbps` has unique values	Unique
`Entre 10 Mbps y 20 Mbps` has unique values	Unique
`Entre 20 Mbps y 30 Mbps` has unique values	Unique
`Más de 30 Mbps` has unique values	Unique
`Total_velo_rango` has unique values	Unique
`Ingresos (miles de pesos)` has unique values	Unique
`Otros_velo_rango` has 15 (45.5%) zeros	Zeros

Reproduction

Analysis started	2023-07-16 22:37:44.160081
Analysis finished	2023-07-16 22:39:09.798975
Duration	1 minute and 25.64 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Año
Real number (ℝ)

Distinct	9
Distinct (%)	27.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.6364

Minimum	2014
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	2014
5-th percentile	2014
Q1	2016
median	2018
Q3	2020
95-th percentile	2021
Maximum	2022
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.4214947
Coefficient of variation (CV)	0.0012001641
Kurtosis	-1.1810557
Mean	2017.6364
Median Absolute Deviation (MAD)	2
Skewness	0.033458779
Sum	66582
Variance	5.8636364
Monotonicity	Decreasing

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2021	4	12.1%
2020	4	12.1%
2019	4	12.1%
2018	4	12.1%
2017	4	12.1%
2016	4	12.1%
2015	4	12.1%
2014	4	12.1%
2022	1	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2014	4	12.1%
2015	4	12.1%
2016	4	12.1%
2017	4	12.1%
2018	4	12.1%
2019	4	12.1%
2020	4	12.1%
2021	4	12.1%
2022	1	3.0%

Value	Count	Frequency (%)
2022	1	3.0%
2021	4	12.1%
2020	4	12.1%
2019	4	12.1%
2018	4	12.1%
2017	4	12.1%
2016	4	12.1%
2015	4	12.1%
2014	4	12.1%

Trimestre
Categorical

Distinct	4
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Memory size	392.0 B

1	9
4	8
3	8
2	8

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	33
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	4
3rd row	3
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	9	27.3%
4	8	24.2%
3	8	24.2%
2	8	24.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	9	27.3%
4	8	24.2%
3	8	24.2%
2	8	24.2%

Most occurring characters

Value	Count	Frequency (%)
1	9	27.3%
4	8	24.2%
3	8	24.2%
2	8	24.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	33	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	9	27.3%
4	8	24.2%
3	8	24.2%
2	8	24.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	33	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	9	27.3%
4	8	24.2%
3	8	24.2%
2	8	24.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	9	27.3%
4	8	24.2%
3	8	24.2%
2	8	24.2%

Periodo
Categorical

HIGH CORRELATION UNIFORM UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	392.0 B

Ene-Mar 2022	1
Oct-Dic 2017	1
Abr-Jun 2014	1
Jul-Sept 2014	1
Oct-Dic 2014	1
Other values (28)	28

Length

Max length	13
Median length	12
Mean length	12.242424
Min length	12

Characters and Unicode

Total characters	404
Distinct characters	29
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	33 ?
Unique (%)	100.0%

Sample

1st row	Ene-Mar 2022
2nd row	Oct-Dic 2021
3rd row	Jul-Sept 2021
4th row	Abr-Jun 2021
5th row	Ene-Mar 2021

Common Values

Value	Count	Frequency (%)
Ene-Mar 2022	1	3.0%
Oct-Dic 2017	1	3.0%
Abr-Jun 2014	1	3.0%
Jul-Sept 2014	1	3.0%
Oct-Dic 2014	1	3.0%
Ene-Mar 2015	1	3.0%
Abr-Jun 2015	1	3.0%
Jul-Sept 2015	1	3.0%
Oct-Dic 2015	1	3.0%
Ene-Mar 2016	1	3.0%
Other values (23)	23	69.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ene-mar	9	13.6%
oct-dic	8	12.1%
abr-jun	8	12.1%
jul-sept	8	12.1%
2017	4	6.1%
2014	4	6.1%
2015	4	6.1%
2016	4	6.1%
2018	4	6.1%
2021	4	6.1%
Other values (3)	9	13.6%

Most occurring characters

Value	Count	Frequency (%)
2	43	10.6%
0	37	9.2%
-	33	8.2%
	33	8.2%
1	28	6.9%
e	17	4.2%
n	17	4.2%
r	17	4.2%
c	16	4.0%
t	16	4.0%
Other values (19)	147	36.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	140	34.7%
Decimal Number	132	32.7%
Uppercase Letter	66	16.3%
Dash Punctuation	33	8.2%
Space Separator	33	8.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	17	12.1%
n	17	12.1%
r	17	12.1%
c	16	11.4%
t	16	11.4%
u	16	11.4%
a	9	6.4%
p	8	5.7%
l	8	5.7%
i	8	5.7%

Decimal Number

Value	Count	Frequency (%)
2	43	32.6%
0	37	28.0%
1	28	21.2%
4	4	3.0%
7	4	3.0%
5	4	3.0%
6	4	3.0%
8	4	3.0%
9	4	3.0%

Uppercase Letter

Value	Count	Frequency (%)
J	16	24.2%
M	9	13.6%
E	9	13.6%
S	8	12.1%
A	8	12.1%
D	8	12.1%
O	8	12.1%

Dash Punctuation

Value	Count	Frequency (%)
-	33	100.0%

Space Separator

Value	Count	Frequency (%)
	33	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	206	51.0%
Common	198	49.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	17	8.3%
n	17	8.3%
r	17	8.3%
c	16	7.8%
t	16	7.8%
u	16	7.8%
J	16	7.8%
a	9	4.4%
M	9	4.4%
E	9	4.4%
Other values (8)	64	31.1%

Common

Value	Count	Frequency (%)
2	43	21.7%
0	37	18.7%
-	33	16.7%
	33	16.7%
1	28	14.1%
4	4	2.0%
7	4	2.0%
5	4	2.0%
6	4	2.0%
8	4	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	404	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	43	10.6%
0	37	9.2%
-	33	8.2%
	33	8.2%
1	28	6.9%
e	17	4.2%
n	17	4.2%
r	17	4.2%
c	16	4.0%
t	16	4.0%
Other values (19)	147	36.4%

Accesos por cada 100 hogares
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.303939

Minimum	49.55
Maximum	73.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	49.55
5-th percentile	50.244
Q1	52.63
median	58.82
Q3	64.53
95-th percentile	71.62
Maximum	73.88
Range	24.33
Interquartile range (IQR)	11.9

Descriptive statistics

Standard deviation	7.3154302
Coefficient of variation (CV)	0.12335488
Kurtosis	-1.043046
Mean	59.303939
Median Absolute Deviation (MAD)	6.19
Skewness	0.38927497
Sum	1957.03
Variance	53.515518
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
73.88	1	3.0%
57.78	1	3.0%
49.86	1	3.0%
50.67	1	3.0%
50.5	1	3.0%
51.36	1	3.0%
51.76	1	3.0%
52.46	1	3.0%
52.63	1	3.0%
51.85	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49.55	1	3.0%
49.86	1	3.0%
50.5	1	3.0%
50.67	1	3.0%
51.36	1	3.0%
51.76	1	3.0%
51.85	1	3.0%
52.46	1	3.0%
52.63	1	3.0%
53.34	1	3.0%

Value	Count	Frequency (%)
73.88	1	3.0%
73.18	1	3.0%
70.58	1	3.0%
69.24	1	3.0%
67.95	1	3.0%
67.62	1	3.0%
66.31	1	3.0%
65.79	1	3.0%
64.53	1	3.0%
64.21	1	3.0%

Accesos por cada 100 hab
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.289394

Minimum	15.05
Maximum	23.05
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	15.05
5-th percentile	15.298
Q1	16.12
median	18.12
Q3	19.96
95-th percentile	22.312
Maximum	23.05
Range	8
Interquartile range (IQR)	3.84

Descriptive statistics

Standard deviation	2.3919683
Coefficient of variation (CV)	0.13078445
Kurtosis	-1.0367955
Mean	18.289394
Median Absolute Deviation (MAD)	2
Skewness	0.38171693
Sum	603.55
Variance	5.7215121
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
23.05	1	3.0%
17.79	1	3.0%
15.16	1	3.0%
15.43	1	3.0%
15.39	1	3.0%
15.68	1	3.0%
15.82	1	3.0%
16.05	1	3.0%
16.12	1	3.0%
15.9	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.05	1	3.0%
15.16	1	3.0%
15.39	1	3.0%
15.43	1	3.0%
15.68	1	3.0%
15.82	1	3.0%
15.9	1	3.0%
16.05	1	3.0%
16.12	1	3.0%
16.37	1	3.0%

Value	Count	Frequency (%)
23.05	1	3.0%
22.81	1	3.0%
21.98	1	3.0%
21.55	1	3.0%
21.13	1	3.0%
21.01	1	3.0%
20.59	1	3.0%
20.36	1	3.0%
19.96	1	3.0%
19.92	1	3.0%

Banda ancha fija
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8108474.5

Minimum	6362108
Maximum	10611390
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	6362108
5-th percentile	6506834.8
Q1	6952289
median	8009981
Q3	9021040
95-th percentile	10235884
Maximum	10611390
Range	4249282
Interquartile range (IQR)	2068751

Descriptive statistics

Standard deviation	1269430.9
Coefficient of variation (CV)	0.15655607
Kurtosis	-1.0492147
Mean	8108474.5
Median Absolute Deviation (MAD)	1057692
Skewness	0.36318216
Sum	2.6757966 × 10⁸
Variance	1.6114548 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
10611390	1	3.0%
7842778	1	3.0%
6428329	1	3.0%
6559264	1	3.0%
6559172	1	3.0%
6699714	1	3.0%
6783279	1	3.0%
6902267	1	3.0%
6952289	1	3.0%
6874704	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6362108	1	3.0%
6428329	1	3.0%
6559172	1	3.0%
6559264	1	3.0%
6699714	1	3.0%
6783279	1	3.0%
6874704	1	3.0%
6902267	1	3.0%
6952289	1	3.0%
7097604	1	3.0%

Value	Count	Frequency (%)
10611390	1	3.0%
10476933	1	3.0%
10075184	1	3.0%
9852702	1	3.0%
9637956	1	3.0%
9561546	1	3.0%
9346183	1	3.0%
9142891	1	3.0%
9021040	1	3.0%
8938427	1	3.0%

Dial up
Real number (ℝ)

Distinct	30
Distinct (%)	90.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20720.364

Minimum	2853
Maximum	39324
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	2853
5-th percentile	2858.2
Q1	10016
median	21812
Q3	32475
95-th percentile	36890.6
Maximum	39324
Range	36471
Interquartile range (IQR)	22459

Descriptive statistics

Standard deviation	11717.209
Coefficient of variation (CV)	0.56549244
Kurtosis	-1.4297586
Mean	20720.364
Median Absolute Deviation (MAD)	11097
Skewness	-0.068424529
Sum	683772
Variance	1.3729298 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
10016	4	12.1%
12619	1	3.0%
2853	1	3.0%
36139	1	3.0%
36007	1	3.0%
39324	1	3.0%
38018	1	3.0%
32909	1	3.0%
32801	1	3.0%
32542	1	3.0%
Other values (20)	20	60.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2853	1	3.0%
2854	1	3.0%
2861	1	3.0%
3629	1	3.0%
9991	1	3.0%
10016	4	12.1%
10128	1	3.0%
10357	1	3.0%
10382	1	3.0%
12619	1	3.0%

Value	Count	Frequency (%)
39324	1	3.0%
38018	1	3.0%
36139	1	3.0%
36007	1	3.0%
32909	1	3.0%
32801	1	3.0%
32652	1	3.0%
32542	1	3.0%
32475	1	3.0%
28545	1	3.0%

Total_BA
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8132521.3

Minimum	6398398
Maximum	10624009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	6398398
5-th percentile	6542949.8
Q1	6984831
median	8037053
Q3	9031056
95-th percentile	10247242
Maximum	10624009
Range	4225611
Interquartile range (IQR)	2046225

Descriptive statistics

Standard deviation	1260190.3
Coefficient of variation (CV)	0.1549569
Kurtosis	-1.0413158
Mean	8132521.3
Median Absolute Deviation (MAD)	1052222
Skewness	0.36615189
Sum	2.683732 × 10⁸
Variance	1.5880797 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
10624009	1	3.0%
7870222	1	3.0%
6464468	1	3.0%
6595271	1	3.0%
6598496	1	3.0%
6737732	1	3.0%
6816188	1	3.0%
6935068	1	3.0%
6984831	1	3.0%
6907356	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6398398	1	3.0%
6464468	1	3.0%
6595271	1	3.0%
6598496	1	3.0%
6737732	1	3.0%
6816188	1	3.0%
6907356	1	3.0%
6935068	1	3.0%
6984831	1	3.0%
7130079	1	3.0%

Value	Count	Frequency (%)
10624009	1	3.0%
10489794	1	3.0%
10085541	1	3.0%
9863084	1	3.0%
9647972	1	3.0%
9571562	1	3.0%
9356199	1	3.0%
9164684	1	3.0%
9031056	1	3.0%
8960181	1	3.0%

ADSL
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3137917.6

Minimum	1533240
Maximum	3803024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	1533240
5-th percentile	1833424.6
Q1	2299457
median	3574294
Q3	3723518
95-th percentile	3790214.8
Maximum	3803024
Range	2269784
Interquartile range (IQR)	1424061

Descriptive statistics

Standard deviation	754929.95
Coefficient of variation (CV)	0.2405831
Kurtosis	-0.90859682
Mean	3137917.6
Median Absolute Deviation (MAD)	214402
Skewness	-0.82798808
Sum	1.0355128 × 10⁸
Variance	5.6991922 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1533240	1	3.0%
3584311	1	3.0%
3708882	1	3.0%
3714764	1	3.0%
3764038	1	3.0%
3756153	1	3.0%
3767821	1	3.0%
3788696	1	3.0%
3803024	1	3.0%
3792493	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1533240	1	3.0%
1657615	1	3.0%
1950631	1	3.0%
2018587	1	3.0%
2175211	1	3.0%
2213949	1	3.0%
2263889	1	3.0%
2295533	1	3.0%
2299457	1	3.0%
2414575	1	3.0%

Value	Count	Frequency (%)
3803024	1	3.0%
3792493	1	3.0%
3788696	1	3.0%
3782085	1	3.0%
3776442	1	3.0%
3767821	1	3.0%
3764038	1	3.0%
3756153	1	3.0%
3723518	1	3.0%
3722794	1	3.0%

Cablemodem
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4008480.5

Minimum	2407330
Maximum	6073426
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	2407330
5-th percentile	2506399.4
Q1	2898226
median	3981129
Q3	4903674
95-th percentile	5889450.2
Maximum	6073426
Range	3666096
Interquartile range (IQR)	2005448

Descriptive statistics

Standard deviation	1166214.8
Coefficient of variation (CV)	0.29093688
Kurtosis	-1.2856259
Mean	4008480.5
Median Absolute Deviation (MAD)	1023986
Skewness	0.24339127
Sum	1.3227986 × 10⁸
Variance	1.360057 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
6073426	1	3.0%
3818157	1	3.0%
2461670	1	3.0%
2569868	1	3.0%
2536219	1	3.0%
2668248	1	3.0%
2756294	1	3.0%
2840203	1	3.0%
2898226	1	3.0%
2806359	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2407330	1	3.0%
2461670	1	3.0%
2536219	1	3.0%
2569868	1	3.0%
2668248	1	3.0%
2756294	1	3.0%
2806359	1	3.0%
2840203	1	3.0%
2898226	1	3.0%
3035272	1	3.0%

Value	Count	Frequency (%)
6073426	1	3.0%
5984240	1	3.0%
5826257	1	3.0%
5641731	1	3.0%
5424782	1	3.0%
5371824	1	3.0%
5259351	1	3.0%
5005115	1	3.0%
4903674	1	3.0%
4883869	1	3.0%

Fibra óptica
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	614314.24

Minimum	139187
Maximum	2219533
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	139187
5-th percentile	149554.4
Q1	167788
median	217460
Q3	1047817
95-th percentile	1768523.2
Maximum	2219533
Range	2080346
Interquartile range (IQR)	880029

Descriptive statistics

Standard deviation	612790.27
Coefficient of variation (CV)	0.99751924
Kurtosis	0.43721982
Mean	614314.24
Median Absolute Deviation (MAD)	67778
Skewness	1.1985484
Sum	20272370
Variance	3.7551192 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
2219533	1	3.0%
211425	1	3.0%
149363	1	3.0%
155494	1	3.0%
149682	1	3.0%
168188	1	3.0%
150839	1	3.0%
162663	1	3.0%
139187	1	3.0%
164371	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
139187	1	3.0%
149363	1	3.0%
149682	1	3.0%
150323	1	3.0%
150839	1	3.0%
155494	1	3.0%
162663	1	3.0%
164371	1	3.0%
167788	1	3.0%
168188	1	3.0%

Value	Count	Frequency (%)
2219533	1	3.0%
2072236	1	3.0%
1566048	1	3.0%
1472246	1	3.0%
1362976	1	3.0%
1311199	1	3.0%
1170879	1	3.0%
1106725	1	3.0%
1047817	1	3.0%
941295	1	3.0%

Wireless
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	219996.7

Minimum	1653
Maximum	545814
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	1653
5-th percentile	8503.4
Q1	82077
median	155775
Q3	352333
95-th percentile	504691.8
Maximum	545814
Range	544161
Interquartile range (IQR)	270256

Descriptive statistics

Standard deviation	170710.29
Coefficient of variation (CV)	0.77596749
Kurtosis	-1.2133795
Mean	219996.7
Median Absolute Deviation (MAD)	108524
Skewness	0.48245148
Sum	7259891
Variance	2.9142002 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
545814	1	3.0%
155775	1	3.0%
72405	1	3.0%
85096	1	3.0%
76984	1	3.0%
79098	1	3.0%
82077	1	3.0%
8453	1	3.0%
85726	1	3.0%
8537	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1653	1	3.0%
8453	1	3.0%
8537	1	3.0%
70749	1	3.0%
72405	1	3.0%
76984	1	3.0%
79098	1	3.0%
81455	1	3.0%
82077	1	3.0%
84813	1	3.0%

Value	Count	Frequency (%)
545814	1	3.0%
523107	1	3.0%
492415	1	3.0%
476968	1	3.0%
434548	1	3.0%
421554	1	3.0%
413259	1	3.0%
376667	1	3.0%
352333	1	3.0%
340144	1	3.0%

Otros_tecno
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122928.85

Minimum	543
Maximum	265328
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	543
5-th percentile	8549.4
Q1	56122
median	71573
Q3	247016
95-th percentile	257861.6
Maximum	265328
Range	264785
Interquartile range (IQR)	190894

Descriptive statistics

Standard deviation	96506.645
Coefficient of variation (CV)	0.785061
Kurtosis	-1.571631
Mean	122928.85
Median Absolute Deviation (MAD)	61686
Skewness	0.39556874
Sum	4056652
Variance	9.3135325 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
251996	1	3.0%
100554	1	3.0%
72148	1	3.0%
70049	1	3.0%
71573	1	3.0%
66045	1	3.0%
59157	1	3.0%
58976	1	3.0%
58668	1	3.0%
58763	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
543	1	3.0%
7293	1	3.0%
9387	1	3.0%
9887	1	3.0%
13174	1	3.0%
25019	1	3.0%
55088	1	3.0%
55746	1	3.0%
56122	1	3.0%
58668	1	3.0%

Value	Count	Frequency (%)
265328	1	3.0%
264326	1	3.0%
253552	1	3.0%
253036	1	3.0%
252596	1	3.0%
251996	1	3.0%
250455	1	3.0%
248821	1	3.0%
247016	1	3.0%
213298	1	3.0%

Total_tecno
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8132521.3

Minimum	6398398
Maximum	10624009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	6398398
5-th percentile	6542949.8
Q1	6984831
median	8037053
Q3	9031056
95-th percentile	10247242
Maximum	10624009
Range	4225611
Interquartile range (IQR)	2046225

Descriptive statistics

Standard deviation	1260190.3
Coefficient of variation (CV)	0.1549569
Kurtosis	-1.0413158
Mean	8132521.3
Median Absolute Deviation (MAD)	1052222
Skewness	0.36615189
Sum	2.683732 × 10⁸
Variance	1.5880797 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
10624009	1	3.0%
7870222	1	3.0%
6464468	1	3.0%
6595271	1	3.0%
6598496	1	3.0%
6737732	1	3.0%
6816188	1	3.0%
6935068	1	3.0%
6984831	1	3.0%
6907356	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6398398	1	3.0%
6464468	1	3.0%
6595271	1	3.0%
6598496	1	3.0%
6737732	1	3.0%
6816188	1	3.0%
6907356	1	3.0%
6935068	1	3.0%
6984831	1	3.0%
7130079	1	3.0%

Value	Count	Frequency (%)
10624009	1	3.0%
10489794	1	3.0%
10085541	1	3.0%
9863084	1	3.0%
9647972	1	3.0%
9571562	1	3.0%
9356199	1	3.0%
9164684	1	3.0%
9031056	1	3.0%
8960181	1	3.0%

Mbps (Media de bajada)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.486364

Minimum	3.62
Maximum	55.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	3.62
5-th percentile	3.826
Q1	5.08
median	13.22
Q3	37.52
95-th percentile	50.012
Maximum	55.11
Range	51.49
Interquartile range (IQR)	32.44

Descriptive statistics

Standard deviation	17.140551
Coefficient of variation (CV)	0.87961771
Kurtosis	-0.84765328
Mean	19.486364
Median Absolute Deviation (MAD)	8.67
Skewness	0.82998432
Sum	643.05
Variance	293.79847
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
55.11	1	3.0%
12.01	1	3.0%
3.76	1	3.0%
3.87	1	3.0%
4.16	1	3.0%
4.35	1	3.0%
4.55	1	3.0%
4.79	1	3.0%
4.99	1	3.0%
5.08	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.62	1	3.0%
3.76	1	3.0%
3.87	1	3.0%
4.16	1	3.0%
4.35	1	3.0%
4.55	1	3.0%
4.79	1	3.0%
4.99	1	3.0%
5.08	1	3.0%
5.42	1	3.0%

Value	Count	Frequency (%)
55.11	1	3.0%
52.34	1	3.0%
48.46	1	3.0%
45.63	1	3.0%
43.11	1	3.0%
42.36	1	3.0%
40.67	1	3.0%
38.32	1	3.0%
37.52	1	3.0%
28.26	1	3.0%

Hasta 512 kbps
Real number (ℝ)

Distinct	32
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51088.424

Minimum	5675
Maximum	241713
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	5675
5-th percentile	6774.2
Q1	22366
median	39510
Q3	41262
95-th percentile	181059.8
Maximum	241713
Range	236038
Interquartile range (IQR)	18896

Descriptive statistics

Standard deviation	54547.751
Coefficient of variation (CV)	1.0677125
Kurtosis	5.6636435
Mean	51088.424
Median Absolute Deviation (MAD)	4620
Skewness	2.486798
Sum	1685918
Variance	2.9754571 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
41038	2	6.1%
34890	1	3.0%
19022	1	3.0%
41064	1	3.0%
37430	1	3.0%
44075	1	3.0%
41158	1	3.0%
40723	1	3.0%
35030	1	3.0%
34243	1	3.0%
Other values (22)	22	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5675	1	3.0%
5972	1	3.0%
7309	1	3.0%
15041	1	3.0%
19022	1	3.0%
20104	1	3.0%
20653	1	3.0%
20724	1	3.0%
22366	1	3.0%
30428	1	3.0%

Value	Count	Frequency (%)
241713	1	3.0%
202790	1	3.0%
166573	1	3.0%
138740	1	3.0%
52684	1	3.0%
44075	1	3.0%
44008	1	3.0%
42550	1	3.0%
41262	1	3.0%
41158	1	3.0%

Entre 512 Kbps y 1 Mbps
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	252235.33

Minimum	28521
Maximum	687619
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	28521
5-th percentile	36454.2
Q1	56170
median	219467
Q3	404810
95-th percentile	627374
Maximum	687619
Range	659098
Interquartile range (IQR)	348640

Descriptive statistics

Standard deviation	202020.77
Coefficient of variation (CV)	0.80092178
Kurtosis	-0.60805878
Mean	252235.33
Median Absolute Deviation (MAD)	170777
Skewness	0.71654146
Sum	8323766
Variance	4.0812392 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
104840	1	3.0%
221474	1	3.0%
656408	1	3.0%
608018	1	3.0%
554749	1	3.0%
516919	1	3.0%
500175	1	3.0%
455777	1	3.0%
427394	1	3.0%
404810	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28521	1	3.0%
28980	1	3.0%
41437	1	3.0%
41674	1	3.0%
42024	1	3.0%
42185	1	3.0%
44005	1	3.0%
48690	1	3.0%
56170	1	3.0%
80599	1	3.0%

Value	Count	Frequency (%)
687619	1	3.0%
656408	1	3.0%
608018	1	3.0%
554749	1	3.0%
516919	1	3.0%
500175	1	3.0%
455777	1	3.0%
427394	1	3.0%
404810	1	3.0%
384221	1	3.0%

Entre 1 Mbps y 6 Mbps
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3771890.1

Minimum	1263273
Maximum	5153437
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	1263273
5-th percentile	2084045.8
Q1	2651502
median	3444458
Q3	5049640
95-th percentile	5142888.2
Maximum	5153437
Range	3890164
Interquartile range (IQR)	2398138

Descriptive statistics

Standard deviation	1173775.6
Coefficient of variation (CV)	0.31119029
Kurtosis	-0.96018962
Mean	3771890.1
Median Absolute Deviation (MAD)	913187
Skewness	-0.32287686
Sum	1.2447237 × 10⁸
Variance	1.3777491 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1263273	1	3.0%
3773159	1	3.0%
5149574	1	3.0%
5153437	1	3.0%
5084556	1	3.0%
5121423	1	3.0%
5138431	1	3.0%
5087802	1	3.0%
5049640	1	3.0%
4944358	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1263273	1	3.0%
1413208	1	3.0%
2531271	1	3.0%
2550229	1	3.0%
2593477	1	3.0%
2622638	1	3.0%
2637984	1	3.0%
2649819	1	3.0%
2651502	1	3.0%
2792684	1	3.0%

Value	Count	Frequency (%)
5153437	1	3.0%
5149574	1	3.0%
5138431	1	3.0%
5130294	1	3.0%
5121423	1	3.0%
5087802	1	3.0%
5084556	1	3.0%
5058481	1	3.0%
5049640	1	3.0%
4944358	1	3.0%

Entre 6 Mbps y 10 Mbps
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	880732.52

Minimum	289182
Maximum	1245333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	289182
5-th percentile	360698.8
Q1	762999
median	975027
Q3	1046128
95-th percentile	1141122.4
Maximum	1245333
Range	956151
Interquartile range (IQR)	283129

Descriptive statistics

Standard deviation	243586.35
Coefficient of variation (CV)	0.27657245
Kurtosis	0.44239528
Mean	880732.52
Median Absolute Deviation (MAD)	98848
Skewness	-1.051209
Sum	29064173
Variance	5.933431 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1209148	1	3.0%
1005545	1	3.0%
341689	1	3.0%
373372	1	3.0%
496251	1	3.0%
571620	1	3.0%
645440	1	3.0%
701187	1	3.0%
726740	1	3.0%
762999	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
289182	1	3.0%
341689	1	3.0%
373372	1	3.0%
496251	1	3.0%
571620	1	3.0%
645440	1	3.0%
701187	1	3.0%
726740	1	3.0%
762999	1	3.0%
796998	1	3.0%

Value	Count	Frequency (%)
1245333	1	3.0%
1209148	1	3.0%
1095772	1	3.0%
1080279	1	3.0%
1073875	1	3.0%
1072722	1	3.0%
1062810	1	3.0%
1053107	1	3.0%
1046128	1	3.0%
1040017	1	3.0%

Entre 10 Mbps y 20 Mbps
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	923801.21

Minimum	101127
Maximum	2068087
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	101127
5-th percentile	168399
Q1	641646
median	807775
Q3	1169632
95-th percentile	1800547.4
Maximum	2068087
Range	1966960
Interquartile range (IQR)	527986

Descriptive statistics

Standard deviation	502754.42
Coefficient of variation (CV)	0.5442236
Kurtosis	-0.22995988
Mean	923801.21
Median Absolute Deviation (MAD)	268361
Skewness	0.48535585
Sum	30485440
Variance	2.5276201 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
967508	1	3.0%
1730353	1	3.0%
147273	1	3.0%
182483	1	3.0%
276254	1	3.0%
348102	1	3.0%
432762	1	3.0%
539414	1	3.0%
639011	1	3.0%
641646	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
101127	1	3.0%
147273	1	3.0%
182483	1	3.0%
276254	1	3.0%
348102	1	3.0%
432762	1	3.0%
539414	1	3.0%
639011	1	3.0%
641646	1	3.0%
693277	1	3.0%

Value	Count	Frequency (%)
2068087	1	3.0%
1905839	1	3.0%
1730353	1	3.0%
1607137	1	3.0%
1592304	1	3.0%
1472634	1	3.0%
1464748	1	3.0%
1342000	1	3.0%
1169632	1	3.0%
1129987	1	3.0%

Entre 20 Mbps y 30 Mbps
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	505049.94

Minimum	345
Maximum	1690612
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	345
5-th percentile	495.4
Q1	27664
median	523437
Q3	647401
95-th percentile	1378896.4
Maximum	1690612
Range	1690267
Interquartile range (IQR)	619737

Descriptive statistics

Standard deviation	486393.95
Coefficient of variation (CV)	0.9630611
Kurtosis	-0.064741811
Mean	505049.94
Median Absolute Deviation (MAD)	449460
Skewness	0.84752182
Sum	16666648
Variance	2.3657908 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
509830	1	3.0%
631946	1	3.0%
478	1	3.0%
507	1	3.0%
4371	1	3.0%
7643	1	3.0%
10045	1	3.0%
13101	1	3.0%
17568	1	3.0%
27664	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
345	1	3.0%
478	1	3.0%
507	1	3.0%
4371	1	3.0%
7643	1	3.0%
10045	1	3.0%
13101	1	3.0%
17568	1	3.0%
27664	1	3.0%
73977	1	3.0%

Value	Count	Frequency (%)
1690612	1	3.0%
1571692	1	3.0%
1250366	1	3.0%
1244215	1	3.0%
1141545	1	3.0%
1004083	1	3.0%
1000036	1	3.0%
862010	1	3.0%
647401	1	3.0%
631946	1	3.0%

Más de 30 Mbps
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1599202

Minimum	11595
Maximum	6336187
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	11595
5-th percentile	12358
Q1	23380
median	397977
Q3	3500882
95-th percentile	5381833.2
Maximum	6336187
Range	6324592
Interquartile range (IQR)	3477502

Descriptive statistics

Standard deviation	2066393.3
Coefficient of variation (CV)	1.2921402
Kurtosis	-0.44739407
Mean	1599202
Median Absolute Deviation (MAD)	382748
Skewness	1.0123874
Sum	52773667
Variance	4.2699811 × 10¹²
Monotonicity	Strictly decreasing

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
6336187	1	3.0%
337559	1	3.0%
12259	1	3.0%
12424	1	3.0%
15229	1	3.0%
16347	1	3.0%
18529	1	3.0%
20677	1	3.0%
22170	1	3.0%
23380	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11595	1	3.0%
12259	1	3.0%
12424	1	3.0%
15229	1	3.0%
16347	1	3.0%
18529	1	3.0%
20677	1	3.0%
22170	1	3.0%
23380	1	3.0%
29020	1	3.0%

Value	Count	Frequency (%)
6336187	1	3.0%
6032322	1	3.0%
4948174	1	3.0%
4661291	1	3.0%
4379965	1	3.0%
4239237	1	3.0%
4053461	1	3.0%
3711499	1	3.0%
3500882	1	3.0%
2831253	1	3.0%

Otros_velo_rango
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	57.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	103903

Minimum	0
Maximum	247983
Zeros	15
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	138840
Q3	194212
95-th percentile	240459.8
Maximum	247983
Range	247983
Interquartile range (IQR)	194212

Descriptive statistics

Standard deviation	99722.046
Coefficient of variation (CV)	0.95976099
Kurtosis	-1.8590718
Mean	103903
Median Absolute Deviation (MAD)	104627
Skewness	0.014638615
Sum	3428799
Variance	9.9444864 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	15	45.5%
243467	1	3.0%
155145	1	3.0%
236584	1	3.0%
238455	1	3.0%
156475	1	3.0%
138840	1	3.0%
126570	1	3.0%
247983	1	3.0%
198333	1	3.0%
Other values (9)	9	27.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	45.5%
126570	1	3.0%
138840	1	3.0%
155145	1	3.0%
156475	1	3.0%
163269	1	3.0%
167369	1	3.0%
185102	1	3.0%
186797	1	3.0%
194008	1	3.0%

Value	Count	Frequency (%)
247983	1	3.0%
243467	1	3.0%
238455	1	3.0%
236584	1	3.0%
201777	1	3.0%
200162	1	3.0%
198333	1	3.0%
194251	1	3.0%
194212	1	3.0%
194008	1	3.0%

Total_velo_rango
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8087902.6

Minimum	6272846
Maximum	10624009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	6272846
5-th percentile	6360100.6
Q1	6916766
median	8037053
Q3	9031056
95-th percentile	10247242
Maximum	10624009
Range	4351163
Interquartile range (IQR)	2114290

Descriptive statistics

Standard deviation	1304616.6
Coefficient of variation (CV)	0.16130469
Kurtosis	-1.0877651
Mean	8087902.6
Median Absolute Deviation (MAD)	1120287
Skewness	0.32180086
Sum	2.6690078 × 10⁸
Variance	1.7020246 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
10624009	1	3.0%
7870222	1	3.0%
6348745	1	3.0%
6367671	1	3.0%
6475485	1	3.0%
6623212	1	3.0%
6786105	1	3.0%
6852988	1	3.0%
6916766	1	3.0%
6835285	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6272846	1	3.0%
6348745	1	3.0%
6367671	1	3.0%
6475485	1	3.0%
6623212	1	3.0%
6786105	1	3.0%
6835285	1	3.0%
6852988	1	3.0%
6916766	1	3.0%
7141925	1	3.0%

Value	Count	Frequency (%)
10624009	1	3.0%
10489794	1	3.0%
10085541	1	3.0%
9863084	1	3.0%
9647972	1	3.0%
9571562	1	3.0%
9356199	1	3.0%
9164684	1	3.0%
9031056	1	3.0%
8960181	1	3.0%

Ingresos (miles de pesos)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	33
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17849908

Minimum	2984054
Maximum	51432896
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	392.0 B

Quantile statistics

Minimum	2984054
5-th percentile	3395509.2
Q1	5936845
median	13171459
Q3	29946216
95-th percentile	43987121
Maximum	51432896
Range	48448842
Interquartile range (IQR)	24009371

Descriptive statistics

Standard deviation	14188848
Coefficient of variation (CV)	0.79489753
Kurtosis	-0.43816958
Mean	17849908
Median Absolute Deviation (MAD)	8295074
Skewness	0.85505772
Sum	5.8904697 × 10⁸
Variance	2.0132341 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
51432896	1	3.0%
11226127	1	3.0%
3270816	1	3.0%
3478638	1	3.0%
3950441	1	3.0%
4876385	1	3.0%
4701791	1	3.0%
5153739	1	3.0%
5376899	1	3.0%
5936845	1	3.0%
Other values (23)	23	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2984054	1	3.0%
3270816	1	3.0%
3478638	1	3.0%
3950441	1	3.0%
4701791	1	3.0%
4876385	1	3.0%
5153739	1	3.0%
5376899	1	3.0%
5936845	1	3.0%
6534241	1	3.0%

Value	Count	Frequency (%)
51432896	1	3.0%
45467887	1	3.0%
42999944	1	3.0%
38239667	1	3.0%
36676371	1	3.0%
33539703	1	3.0%
32102476	1	3.0%
31997445	1	3.0%
29946216	1	3.0%
24169251	1	3.0%

Auto

Heatmap
Table

	Año	Accesos por cada 100 hogares	Accesos por cada 100 hab	Banda ancha fija	Dial up	Total_BA	ADSL	Cablemodem	Fibra óptica	Wireless	Otros_tecno	Total_tecno	Mbps (Media de bajada)	Hasta 512 kbps	Entre 512 Kbps y 1 Mbps	Entre 1 Mbps y 6 Mbps	Entre 6 Mbps y 10 Mbps	Entre 10 Mbps y 20 Mbps	Entre 20 Mbps y 30 Mbps	Más de 30 Mbps	Otros_velo_rango	Total_velo_rango	Ingresos (miles de pesos)	Trimestre	Periodo
Año	1.000	0.984	0.984	0.987	-0.591	0.987	-0.902	0.991	0.984	0.899	0.591	0.987	0.993	0.086	-0.954	-0.974	0.896	0.415	0.722	0.993	0.788	0.987	0.993	0.000	1.000
Accesos por cada 100 hogares	0.984	1.000	1.000	0.999	-0.552	0.999	-0.898	0.995	0.977	0.919	0.618	0.999	0.993	0.091	-0.957	-0.964	0.896	0.426	0.751	0.993	0.801	0.998	0.992	0.000	1.000
Accesos por cada 100 hab	0.984	1.000	1.000	0.999	-0.552	0.999	-0.898	0.995	0.977	0.919	0.618	0.999	0.993	0.091	-0.957	-0.964	0.896	0.426	0.751	0.993	0.801	0.998	0.992	0.000	1.000
Banda ancha fija	0.987	0.999	0.999	1.000	-0.556	1.000	-0.899	0.996	0.979	0.921	0.615	1.000	0.995	0.091	-0.956	-0.968	0.899	0.423	0.743	0.995	0.797	0.999	0.994	0.000	1.000
Dial up	-0.591	-0.552	-0.552	-0.556	1.000	-0.555	0.528	-0.569	-0.580	-0.506	-0.142	-0.555	-0.568	-0.002	0.572	0.575	-0.577	-0.292	-0.355	-0.568	-0.377	-0.547	-0.567	0.000	1.000
Total_BA	0.987	0.999	0.999	1.000	-0.555	1.000	-0.898	0.996	0.978	0.919	0.615	1.000	0.995	0.096	-0.956	-0.970	0.900	0.424	0.744	0.995	0.797	0.999	0.994	0.000	1.000
ADSL	-0.902	-0.898	-0.898	-0.899	0.528	-0.898	1.000	-0.903	-0.931	-0.877	-0.633	-0.898	-0.902	-0.219	0.866	0.893	-0.789	-0.269	-0.633	-0.902	-0.786	-0.896	-0.902	0.000	1.000
Cablemodem	0.991	0.995	0.995	0.996	-0.569	0.996	-0.903	1.000	0.982	0.924	0.600	0.996	0.999	0.071	-0.963	-0.976	0.908	0.421	0.730	0.999	0.786	0.995	0.998	0.000	1.000
Fibra óptica	0.984	0.977	0.977	0.979	-0.580	0.978	-0.931	0.982	1.000	0.903	0.602	0.978	0.984	0.104	-0.948	-0.963	0.894	0.405	0.715	0.984	0.786	0.976	0.985	0.000	1.000
Wireless	0.899	0.919	0.919	0.921	-0.506	0.919	-0.877	0.924	0.903	1.000	0.671	0.919	0.919	0.203	-0.874	-0.863	0.824	0.253	0.605	0.919	0.666	0.921	0.918	0.000	1.000
Otros_tecno	0.591	0.618	0.618	0.615	-0.142	0.615	-0.633	0.600	0.602	0.671	1.000	0.615	0.601	0.508	-0.584	-0.537	0.443	-0.011	0.445	0.601	0.646	0.622	0.601	0.000	1.000
Total_tecno	0.987	0.999	0.999	1.000	-0.555	1.000	-0.898	0.996	0.978	0.919	0.615	1.000	0.995	0.096	-0.956	-0.970	0.900	0.424	0.744	0.995	0.797	0.999	0.994	0.000	1.000
Mbps (Media de bajada)	0.993	0.993	0.993	0.995	-0.568	0.995	-0.902	0.999	0.984	0.919	0.601	0.995	1.000	0.075	-0.964	-0.980	0.910	0.422	0.731	1.000	0.786	0.994	0.999	0.000	1.000
Hasta 512 kbps	0.086	0.091	0.091	0.091	-0.002	0.096	-0.219	0.071	0.104	0.203	0.508	0.096	0.075	1.000	-0.104	-0.001	-0.141	-0.405	0.003	0.075	0.133	0.109	0.076	0.000	1.000
Entre 512 Kbps y 1 Mbps	-0.954	-0.957	-0.957	-0.956	0.572	-0.956	0.866	-0.963	-0.948	-0.874	-0.584	-0.956	-0.964	-0.104	1.000	0.945	-0.896	-0.418	-0.757	-0.964	-0.785	-0.955	-0.964	0.000	1.000
Entre 1 Mbps y 6 Mbps	-0.974	-0.964	-0.964	-0.968	0.575	-0.970	0.893	-0.976	-0.963	-0.863	-0.537	-0.970	-0.980	-0.001	0.945	1.000	-0.915	-0.438	-0.715	-0.980	-0.796	-0.967	-0.980	0.000	1.000
Entre 6 Mbps y 10 Mbps	0.896	0.896	0.896	0.899	-0.577	0.900	-0.789	0.908	0.894	0.824	0.443	0.900	0.910	-0.141	-0.896	-0.915	1.000	0.436	0.561	0.910	0.625	0.896	0.910	0.000	1.000
Entre 10 Mbps y 20 Mbps	0.415	0.426	0.426	0.423	-0.292	0.424	-0.269	0.421	0.405	0.253	-0.011	0.424	0.422	-0.405	-0.418	-0.438	0.436	1.000	0.725	0.422	0.434	0.418	0.423	0.000	1.000
Entre 20 Mbps y 30 Mbps	0.722	0.751	0.751	0.743	-0.355	0.744	-0.633	0.730	0.715	0.605	0.445	0.744	0.731	0.003	-0.757	-0.715	0.561	0.725	1.000	0.731	0.769	0.743	0.730	0.000	1.000
Más de 30 Mbps	0.993	0.993	0.993	0.995	-0.568	0.995	-0.902	0.999	0.984	0.919	0.601	0.995	1.000	0.075	-0.964	-0.980	0.910	0.422	0.731	1.000	0.786	0.994	0.999	0.000	1.000
Otros_velo_rango	0.788	0.801	0.801	0.797	-0.377	0.797	-0.786	0.786	0.786	0.666	0.646	0.797	0.786	0.133	-0.785	-0.796	0.625	0.434	0.769	0.786	1.000	0.797	0.784	0.000	1.000
Total_velo_rango	0.987	0.998	0.998	0.999	-0.547	0.999	-0.896	0.995	0.976	0.921	0.622	0.999	0.994	0.109	-0.955	-0.967	0.896	0.418	0.743	0.994	0.797	1.000	0.993	0.000	1.000
Ingresos (miles de pesos)	0.993	0.992	0.992	0.994	-0.567	0.994	-0.902	0.998	0.985	0.918	0.601	0.994	0.999	0.076	-0.964	-0.980	0.910	0.423	0.730	0.999	0.784	0.993	1.000	0.000	1.000
Trimestre	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000
Periodo	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Año	Trimestre	Periodo	Accesos por cada 100 hogares	Accesos por cada 100 hab	Banda ancha fija	Dial up	Total_BA	ADSL	Cablemodem	Fibra óptica	Wireless	Otros_tecno	Total_tecno	Mbps (Media de bajada)	Hasta 512 kbps	Entre 512 Kbps y 1 Mbps	Entre 1 Mbps y 6 Mbps	Entre 6 Mbps y 10 Mbps	Entre 10 Mbps y 20 Mbps	Entre 20 Mbps y 30 Mbps	Más de 30 Mbps	Otros_velo_rango	Total_velo_rango	Ingresos (miles de pesos)
0	2022	1	Ene-Mar 2022	73.88	23.05	10611390	12619	10624009	1533240	6073426	2219533	545814	251996	10624009	55.11	34890.0	104840.0	1263273.0	1209148.0	967508.0	509830.0	6336187.0	198333.0	10624009.0	51432896
1	2021	4	Oct-Dic 2021	73.18	22.81	10476933	12861	10489794	1657615	5984240	2072236	523107	252596	10489794	52.34	41262.0	28521.0	1413208.0	1245333.0	976539.0	558358.0	6032322.0	194251.0	10489794.0	45467887
2	2021	3	Jul-Sept 2021	70.58	21.98	10075184	10357	10085541	1950631	5826257	1566048	492415	25019	10085541	48.46	40174.0	41437.0	2550229.0	1095772.0	710122.0	536364.0	4948174.0	163269.0	10085541.0	42999944
3	2021	2	Abr-Jun 2021	69.24	21.55	9852702	10382	9863084	2018587	5641731	1472246	476968	253552	9863084	45.63	40172.0	42024.0	2531271.0	1080279.0	693277.0	647401.0	4661291.0	167369.0	9863084.0	38239667
4	2021	1	Ene-Mar 2021	67.95	21.13	9637956	10016	9647972	2175211	5424782	1362976	434548	250455	9647972	43.11	39487.0	41674.0	2593477.0	1072722.0	737930.0	595920.0	4379965.0	186797.0	9647972.0	36676371
5	2020	4	Oct-Dic 2020	67.62	21.01	9561546	10016	9571562	2213949	5371824	1311199	421554	253036	9571562	42.36	39510.0	42185.0	2622638.0	1073875.0	786595.0	582420.0	4239237.0	185102.0	9571562.0	33539703
6	2020	3	Jul-Sept 2020	66.31	20.59	9346183	10016	9356199	2263889	5259351	1170879	413259	248821	9356199	40.67	41038.0	44005.0	2637984.0	1040017.0	799350.0	538567.0	4053461.0	201777.0	9356199.0	31997445
7	2020	2	Abr-Jun 2020	64.21	19.92	9021040	10016	9031056	2295533	5005115	1106725	376667	247016	9031056	38.32	41038.0	48690.0	2651502.0	1053107.0	807775.0	523437.0	3711499.0	194008.0	9031056.0	32102476
8	2020	1	Ene-Mar 2020	62.86	19.48	8802435	9991	8812426	2299457	4903674	1047817	352333	209145	8812426	37.52	42550.0	56170.0	2649819.0	1022014.0	814470.0	532309.0	3500882.0	194212.0	8812426.0	29946216
9	2019	4	Oct-Dic 2019	62.92	19.49	8783053	10128	8793181	2414575	4883869	941295	340144	213298	8793181	28.26	38272.0	28980.0	2792684.0	1046128.0	851619.0	1004083.0	2831253.0	200162.0	8793181.0	24169251

	Año	Trimestre	Periodo	Accesos por cada 100 hogares	Accesos por cada 100 hab	Banda ancha fija	Dial up	Total_BA	ADSL	Cablemodem	Fibra óptica	Wireless	Otros_tecno	Total_tecno	Mbps (Media de bajada)	Hasta 512 kbps	Entre 512 Kbps y 1 Mbps	Entre 1 Mbps y 6 Mbps	Entre 6 Mbps y 10 Mbps	Entre 10 Mbps y 20 Mbps	Entre 20 Mbps y 30 Mbps	Más de 30 Mbps	Total_velo_rango	Ingresos (miles de pesos)
23	2016	2	Abr-Jun 2016	53.34	16.37	7097604	32475	7130079	3782085	3035272	167788	85452	59482	7130079	5.42	44008.0	384221.0	5058481.0	796998.0	785759.0	73977.0	29020.0	7172464.0	6534241
24	2016	1	Ene-Mar 2016	51.85	15.90	6874704	32652	6907356	3792493	2806359	164371	8537	58763	6907356	5.08	30428.0	404810.0	4944358.0	762999.0	641646.0	27664.0	23380.0	6835285.0	5936845
25	2015	4	Oct-Dic 2015	52.63	16.12	6952289	32542	6984831	3803024	2898226	139187	85726	58668	6984831	4.99	34243.0	427394.0	5049640.0	726740.0	639011.0	17568.0	22170.0	6916766.0	5376899
26	2015	3	Jul-Sept 2015	52.46	16.05	6902267	32801	6935068	3788696	2840203	162663	8453	58976	6935068	4.79	35030.0	455777.0	5087802.0	701187.0	539414.0	13101.0	20677.0	6852988.0	5153739
27	2015	2	Abr-Jun 2015	51.76	15.82	6783279	32909	6816188	3767821	2756294	150839	82077	59157	6816188	4.55	40723.0	500175.0	5138431.0	645440.0	432762.0	10045.0	18529.0	6786105.0	4701791
28	2015	1	Ene-Mar 2015	51.36	15.68	6699714	38018	6737732	3756153	2668248	168188	79098	66045	6737732	4.35	41158.0	516919.0	5121423.0	571620.0	348102.0	7643.0	16347.0	6623212.0	4876385
29	2014	4	Oct-Dic 2014	50.50	15.39	6559172	39324	6598496	3764038	2536219	149682	76984	71573	6598496	4.16	44075.0	554749.0	5084556.0	496251.0	276254.0	4371.0	15229.0	6475485.0	3950441
30	2014	3	Jul-Sept 2014	50.67	15.43	6559264	36007	6595271	3714764	2569868	155494	85096	70049	6595271	3.87	37430.0	608018.0	5153437.0	373372.0	182483.0	507.0	12424.0	6367671.0	3478638
31	2014	2	Abr-Jun 2014	49.86	15.16	6428329	36139	6464468	3708882	2461670	149363	72405	72148	6464468	3.76	41064.0	656408.0	5149574.0	341689.0	147273.0	478.0	12259.0	6348745.0	3270816
32	2014	1	Ene-Mar 2014	49.55	15.05	6362108	3629	6398398	3697066	2407330	150323	70749	7293	6398398	3.62	52684.0	687619.0	5130294.0	289182.0	101127.0	345.0	11595.0	6272846.0	2984054

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample